keywordbarrage/dba-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library
dataset = load_dataset("daas-intelligence/enterprise-sku-depletion-telemetry")
print("Hub Sample Record:", dataset["train"][0])

# Method 2: Load zero-latency local pre-indexed SQLite deliverable
# Optimized for immediate ingestion into RAG and BI dashboards
conn = sqlite3.connect("enterprise_feed.sqlite")
df = pd.read_sql_query("SELECT sku_id, price_usd, stock_level, depletion_velocity FROM sku_stream ORDER BY timestamp DESC LIMIT 10", conn)
print(df)

Dataset Card:

Dataset Summary

This repository contains a 1,000-row verified sample of the DBA (Den Blå Avis) SKU depletion and market intelligence feed. Full high-frequency real-time stream is delivered via our enterprise 1,500 USDT/mo SLA pipeline.

Enterprise-grade e-commerce data pipelines are frequently disrupted by aggressive WAFs (Google Cloud Armor, CDN Shield) and TLS/JA4 fingerprinting. This dataset provides clean, normalized, and deduplicated market intelligence, bypassing the maintenance burden of proxy rotation, headless browser overhead, and CAPTCHA resolution.

Enterprise Deliverables

We provide four distinct formats optimized for quantitative data architecture:

• Pre-indexed SQLite (.sqlite): Instant local querying with pre-built indices on sku_id, price_delta, and timestamp.
• Snappy Parquet: Optimized for direct ingestion into Snowflake, Google BigQuery, and AWS Athena.
• Zero-Dependency Offline DataGrid (.html): Self-contained interactive table for business stakeholders to audit data quality without SQL knowledge.
• CDC JSONL Stream: Change Data Capture format for triggering downstream RAG pipelines and vector database updates in real-time.

Dataset Schema

Column	Type	Nullable	Description
sku_id	STRING	No	Unique identifier for the listing (Annonce ID).
timestamp	DATETIME	No	ISO-8601 UTC timestamp of data capture.
price_usd	FLOAT	No	Normalized market price in USD.
stock_level	INT	Yes	Available quantity or availability flag.
velocity_depletion_rate	FLOAT	Yes	Calculated inventory movement over 24h.
target_domain	STRING	No	Originating marketplace (dba.dk).
detected_waf	STRING	No	Perimeter defense signature (e.g., Google Cloud Armor).
tls_ja4_signature	STRING	No	TLS/JA4 fingerprint for protocol parity.
delivery_status	STRING	No	Ingestion success state.

Sample Record (JSON):

{
  "sku_id": "dba-9827341",
  "timestamp": "2026-09-24T14:30:00Z",
  "price_usd": 450.75,
  "stock_level": 1,
  "velocity_depletion_rate": 0.05,
  "target_domain": "dba.dk",
  "detected_waf": "Google Cloud Armor",
  "tls_ja4_signature": "t13d1516h2_88a14876b5",
  "delivery_status": "verified"
}

SLA & Compliance

Our pipeline is maintained under a guaranteed 1,500 USDT/month SLA Retainer, ensuring:

• 99.9% Uptime: Automated failover across distributed Nordic proxy clusters.
• Zero Proxy Markup: Direct-path extraction via protocol-level parity.
• Maintenance-Free: We absorb all WAF updates, perimeter changes, and DOM structural shifts.
• High-Intent Indexing: Optimized for RAG indexing and programmatic alpha discovery.

Note: This repository serves as a technical demonstration of our data extraction capabilities. Enterprise-grade, real-time streams are available via our dedicated ingestion infrastructure.

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📦 Turnkey 4-in-1 Data Delivery & Standalone Offline Viewers

Every dataset includes a pre-indexed SQLite DB, structured JSON, flat CSV, and our proprietary Zero-Dependency Interactive HTML DataGrid. Double-click to search, sort, and filter tens of thousands of records offline—zero SQL, zero SaaS subscriptions, and zero API keys required.

Live Interactive Deliverable Demos (No Setup Required):

• 📊 Universal Multi-Vendor Showcase — Live search, faceted multi-variant filtering & delta analytics.
• 🛍️ Shopify Direct-to-Consumer Grid — High-velocity catalog indexing & SKU tracking.
• 🎨 Etsy Marketplace Grid — Handmade seller taxonomy, real reviews & fee calculations.